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Yifang Yuan

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Preprint Jul 2026

Guess Where You Go: Generative Next Point-of-Interest Recommendation in Amap

Gwhere is proposed, an end-to-end industrial framework that integrates semantic identifier (SID) generation with LLM-based generative next POI recommendation and adapts LLMs to mobility scenarios via continued pretraining on enriched spatio-temporal corpora, supervised fine-tuning, and Exposure-Aware Kahneman-Tversky Optimization.

Penglong Zhai, Bowen Zheng, Jie Li et al. · 0 citations